What you get: an ingestion pipeline for your real documents, including PDFs that were never meant to be parsed. A chunking and embedding strategy chosen for your content, not a default from a tutorial. Retrieval and answer generation with source citations, so you can check every response. A FastAPI service in Docker, with the code and a short handover doc.